Intelligent Decision Support System for COVID-19 Empowered with Deep Learning  

作　　者：Shahan Yamin Siddiqui Sagheer Abbas Muhammad Adnan Khan Iftikhar Naseer Tehreem Masood Khalid Masood Khan Mohammed A.Al Ghamdi Sultan H.Almotiri 

机构地区：[1]School of Computer Science,NCBA&E,Lahore,54000,Pakistan [2]School of Computer Science,Minhaj University Lahore,Lahore,54000,Pakistan [3]Department of Computer Science,Lahore Garrison University,Lahore,54792,Pakistan [4]Department of Computer Science&Information Technology,Superior University,Lahore,54000,Pakistan [5]Computer Science Department,Umm Al-Qura University,Makkah City,715,Saudi Arabia

出　　处：《Computers, Materials & Continua》2021年第2期1719-1732,共14页计算机、材料和连续体（英文）

基　　金：Data and Artificial Intelligence Scientific Chair at Umm AlQura University.

摘　　要：The prompt spread of Coronavirus(COVID-19)subsequently adorns a big threat to the people around the globe.The evolving and the perpetually diagnosis of coronavirus has become a critical challenge for the healthcare sector.Drastically increase of COVID-19 has rendered the necessity to detect the people who are more likely to get infected.Lately,the testing kits for COVID-19 are not available to deal it with required proficiency,along with-it countries have been widely hit by the COVID-19 disruption.To keep in view the need of hour asks for an automatic diagnosis system for early detection of COVID-19.It would be a feather in the cap if the early diagnosis of COVID-19 could reveal that how it has been affecting the masses immensely.According to the apparent clinical research,it has unleashed that most of the COVID-19 cases are more likely to fall for a lung infection.The abrupt changes do require a solution so the technology is out there to pace up,Chest X-ray and Computer tomography(CT)scan images could significantly identify the preliminaries of COVID-19 like lungs infection.CT scan and X-ray images could flourish the cause of detecting at an early stage and it has proved to be helpful to radiologists and the medical practitioners.The unbearable circumstances compel us to flatten the curve of the sufferers so a need to develop is obvious,a quick and highly responsive automatic system based on Artificial Intelligence(AI)is always there to aid against the masses to be prone to COVID-19.The proposed Intelligent decision support system for COVID-19 empowered with deep learning(ID2S-COVID19-DL)study suggests Deep learning(DL)based Convolutional neural network(CNN)approaches for effective and accurate detection to the maximum extent it could be,detection of coronavirus is assisted by using X-ray and CT-scan images.The primary experimental results here have depicted the maximum accuracy for training and is around 98.11 percent and for validation it comes out to be approximately 95.5 percent while statistical parameters

关 键 词：COVID-19 deep learning convolutional neural network CT-SCAN X-RAY decision support system ID2S-COVID19-DL 

分 类 号：R73[医药卫生—肿瘤]